Fold 1 - Understanding why coefficient -4 was selected
Tag: TOY
Selected Coefficient: -4
Taxonomy Path: -4
Taxonomy Name:
Products with this tag: 12
Unique residual values tried: 5
The algorithm tries each unique residual value as a candidate coefficient and selects the one with the lowest total p-adic loss. The selected row is highlighted.
| Candidate Value | Total P-adic Loss | Taxonomy Path | P-adic Expansion | Taxonomy Name | Selected? |
|---|---|---|---|---|---|
| -4 | 8.000000 | -4 | -4 (-(4)) | Yes | |
| 0 | 8.000000 | 0 | 0 (0) | No | |
| -79872569 | 10.000000 | -14.3.0.4.2 | -2.4.0.3.14 (-(2*79^4 + 4*79^3 + 3*79 + 14)) | No | |
| 25439 | 11.000000 | 1.6.4 | 4.6.1 (4*79^2 + 6*79 + 1) | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | No |
| 78443548 | 11.000000 | 24.5.8.1.2 | 2.1.8.5.24 (2*79^4 + 493039 + 8*79^2 + 5*79 + 24) | Toys & Games > Toys > Dolls, Playsets & Toy Figures > Action & Toy Figures > Animal Figures | No |
These are the training products that have the "TOY" tag (processing sequence 3945). The residual is the encoded taxonomy value minus all coefficients from previously processed tags.
| Product ID | Title | Residual Before | Taxonomy Before | Tags Already Processed | Residual After | Taxonomy After | Tags Not Yet Processed |
|---|---|---|---|---|---|---|---|
| 13224 | Dinosaur Grabber Assorted Colors 7.8" | 1 ct | 78443548 | Toys & Games > Toys > Dolls, Playsets & Toy Figures > Action & Toy Figures > Animal Figures | none | 78443552 | none | |
| 5823 | Loot Llama Brooch Badges for Clothing | 25439 | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | none | 25443 | none | |
| 17575 | Sushi Dog Toy | 0 | PLAY | 4 | Baby & Toddler | none | |
| 17662 | Boba Milk Tea Dog Toy | 0 | PLAY | 4 | Baby & Toddler | none | |
| 17666 | Pumpkin Spice Donut Dog Toy | 0 | PLAY | 4 | Baby & Toddler | HALLOWEEN | |
| 17671 | Tucker the Turkey Dog Toy | 0 | PLAY | 4 | Baby & Toddler | none | |
| 18763 | Dino Rattle | -4 | KNIT, BABY | 0 | none | ||
| 18727 | Tiger Rattle | -4 | KNIT, BABY | 0 | none | ||
| 18755 | Blue Crab Rattle | -4 | KNIT, BABY | 0 | none | ||
| 18783 | Football Rattle | -4 | KNIT, BABY | 0 | none | ||
| 18789 | NYC Train Baby Security Blanket | -79872569 | BLANKET, BABY | -79872565 | none | ||
| 18695 | Puppy Security Blanket & Teether Lovey | -79872569 | BLANKET, BABY | -79872565 | none |